“…The theory of unobserved heterogeneity and the associated frailty model (Vaupel et al, 1979) predicts a downward deviation at the oldest ages, to which only the most robust individuals in the population survive. Detecting such a deceleration in real data is not always successful (Gavrilova and Gavrilov, 2015;Newman, 2018), even though the vast majority of studies indicate that death rates at older ages increase at lower rates and can even level off (Curtsinger et al, 1992;Fukui et al, 1993Fukui et al, , 1996Carey et al, 1995;Khazaeli et al, 1998;Gampe, 2010Gampe, , 2021Rootzén and Zholud, 2017;Alvarez et al, 2021;Camarda, 2022;Belzile et al, 2022). In a frailty model setting, testing for mortality deceleration is equivalent to testing whether the non-negative frailty parameter is strictly positive.…”